Update on "[Inductor][Quant] Change the QConv output scale name"

**Summary**
Change the name of QConv output scale from `inv_output_scale` to `output_scale` after we move the optimization of quant/dequant from decomposition to lowering phase.


cc jgong5 mingfeima XiaobingSuper sanchitintel ashokei jingxu10 voznesenskym penguinwu EikanWang Guobing-Chen zhuhaozhe blzheng wenzhe-nrv jiayisunx peterbell10 ipiszy yf225 chenyang78 kadeng muchulee8 aakhundov ColinPeppler amjames desertfire chauhang

[ghstack-poisoned]

test/forward_backward_compatibility/check_forward_backward_compatibility.py

@@ -136,11 +136,10 @@
     ("aten::batch_norm_backward_elemt", datetime.date(2023, 12, 31)),
     ("aten::sym_constrain_range", datetime.date(2023, 12, 31)),
     ("aten::_efficient_attention_forward", datetime.date(2024, 1, 15)),
-    ("onednn::qconv1d_pointwise", datetime.date(2023, 12, 31)),
-    ("onednn::qconv2d_pointwise", datetime.date(2023, 12, 31)),
-    ("onednn::qconv3d_pointwise", datetime.date(2023, 12, 31)),
-    ("onednn::qconv2d_pointwise.binary", datetime.date(2023, 12, 31)),
-    ("onednn::qlinear_pointwise", datetime.date(2023, 12, 31)),
+    ("onednn::qconv1d_pointwise", datetime.date(2024, 12, 31)),
+    ("onednn::qconv2d_pointwise", datetime.date(2024, 12, 31)),
+    ("onednn::qconv3d_pointwise", datetime.date(2024, 12, 31)),
+    ("onednn::qconv2d_pointwise.binary", datetime.date(2024, 12, 31)),
 ]
 
 ALLOW_LIST_COMPILED = [